Panoptic segmentation: A review

O Elharrouss, S Al-Maadeed, N Subramanian… - arxiv preprint arxiv …, 2021 - arxiv.org
Image segmentation for video analysis plays an essential role in different research fields
such as smart city, healthcare, computer vision and geoscience, and remote sensing …

Instances as queries

Y Fang, S Yang, X Wang, Y Li, C Fang… - Proceedings of the …, 2021 - openaccess.thecvf.com
We present QueryInst, a new perspective for instance segmentation. QueryInst is a multi-
stage end-to-end system that treats instances of interest as learnable queries, enabling …

You only segment once: Towards real-time panoptic segmentation

J Hu, L Huang, T Ren, S Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, we propose YOSO, a real-time panoptic segmentation framework. YOSO
predicts masks via dynamic convolutions between panoptic kernels and image feature …

Remote sensing image instance segmentation network with transformer and multi-scale feature representation

W Ye, W Zhang, W Lei, W Zhang, X Chen… - Expert Systems with …, 2023 - Elsevier
The goal of remote sensing image (RSI) instance segmentation is to perform instance-level
semantic parsing of its contents. Aside from classifying and locating regions of interest (RoI) …

Box2mask: Box-supervised instance segmentation via level-set evolution

W Li, W Liu, J Zhu, M Cui, R Yu, X Hua… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In contrast to fully supervised methods using pixel-wise mask labels, box-supervised
instance segmentation takes advantage of simple box annotations, which has recently …

Research on instance segmentation algorithm of greenhouse sweet pepper detection based on improved mask RCNN

P Cong, S Li, J Zhou, K Lv, H Feng - Agronomy, 2023 - mdpi.com
The fruit quality and yield of sweet peppers can be effectively improved by accurately and
efficiently controlling the growth conditions and taking timely corresponding measures to …

KepSalinst: Using peripheral points to delineate salient instances

J Chen, R Cong, HHS Ip… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Salient instance segmentation (SIS) is an emerging field that evolves from salient object
detection (SOD), aiming at identifying individual salient instances using segmentation maps …

An X-Ray-based multiexpert inspection method for automatic welding defect assessment in intelligent pipeline systems

F Zuo, J Liu, M Fu, L Wang… - IEEE/ASME Transactions …, 2024 - ieeexplore.ieee.org
Welding is a key technical means to ensure the safe and stable connection between
pipeline systems. The intelligent welding defect assessment based on X-ray inspection …

Ppmn: Pixel-phrase matching network for one-stage panoptic narrative grounding

Z Ding, Z Ding, T Hui, J Huang, X Wei, X Wei… - Proceedings of the 30th …, 2022 - dl.acm.org
Panoptic Narrative Grounding (PNG) is an emerging task whose goal is to segment visual
objects of things and stuff categories described by dense narrative captions of a still image …

Panoramic panoptic segmentation: Insights into surrounding parsing for mobile agents via unsupervised contrastive learning

A Jaus, K Yang, R Stiefelhagen - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this work, we introduce panoramic panoptic segmentation, as the most holistic scene
understanding, both in terms of Field of View (FoV) and image-level understanding for …